testing
2025-06-18 21:04:34,596 - INFO - Loaded existing data with 851773 rows
Fetching asset lists...
2025-06-18 21:04:35,019 - INFO - Retrieved top 100 cryptocurrencies from CoinGecko 2025-06-18 21:04:35,021 - INFO - Retrieved 29 futures contracts 2025-06-18 21:04:35,022 - INFO - Retrieved 50 S&P 500 stocks 2025-06-18 21:04:35,023 - INFO - Starting to download crypto data for 100 instruments... 2025-06-18 21:04:35,024 - INFO - Processing crypto 1/100: Bitcoin (BTC-USD) 2025-06-18 21:04:35,058 - INFO - Data for BTC-USD is already up to date 2025-06-18 21:04:35,060 - INFO - Processing crypto 2/100: Ethereum (ETH-USD) 2025-06-18 21:04:35,088 - INFO - Data for ETH-USD is already up to date 2025-06-18 21:04:35,089 - INFO - Processing crypto 3/100: XRP (XRP-USD) 2025-06-18 21:04:35,116 - INFO - Data for XRP-USD is already up to date 2025-06-18 21:04:35,117 - INFO - Processing crypto 4/100: BNB (BNB-USD) 2025-06-18 21:04:35,145 - INFO - Data for BNB-USD is already up to date 2025-06-18 21:04:35,146 - INFO - Processing crypto 5/100: Solana (SOL-USD) 2025-06-18 21:04:35,171 - INFO - Data for SOL-USD is already up to date 2025-06-18 21:04:35,172 - INFO - Processing crypto 6/100: TRON (TRX-USD) 2025-06-18 21:04:35,199 - INFO - Data for TRX-USD is already up to date 2025-06-18 21:04:35,199 - INFO - Processing crypto 7/100: Dogecoin (DOGE-USD) 2025-06-18 21:04:35,228 - INFO - Data for DOGE-USD is already up to date 2025-06-18 21:04:35,229 - INFO - Processing crypto 8/100: Cardano (ADA-USD) 2025-06-18 21:04:35,270 - INFO - Data for ADA-USD is already up to date 2025-06-18 21:04:35,271 - INFO - Processing crypto 9/100: Hyperliquid (HYPE-USD) 2025-06-18 21:04:35,329 - INFO - Retrieved 1 rows for HYPE-USD (crypto) 2025-06-18 21:04:35,431 - INFO - Processing crypto 10/100: Sui (SUI-USD) 2025-06-18 21:04:35,473 - INFO - Retrieved 1 rows for SUI-USD (crypto) 2025-06-18 21:04:35,576 - INFO - Crypto Progress: 10/100 completed. Success: 2, Failed: 0 2025-06-18 21:04:35,578 - INFO - Processing crypto 11/100: Bitcoin Cash (BCH-USD) 2025-06-18 21:04:35,607 - INFO - Data for BCH-USD is already up to date 2025-06-18 21:04:35,609 - INFO - Processing crypto 12/100: LEO Token (LEO-USD) 2025-06-18 21:04:35,634 - INFO - Data for LEO-USD is already up to date 2025-06-18 21:04:35,635 - INFO - Processing crypto 13/100: Chainlink (LINK-USD) 2025-06-18 21:04:35,661 - INFO - Data for LINK-USD is already up to date 2025-06-18 21:04:35,662 - INFO - Processing crypto 14/100: Stellar (XLM-USD) 2025-06-18 21:04:35,698 - INFO - Data for XLM-USD is already up to date 2025-06-18 21:04:35,699 - INFO - Processing crypto 15/100: Avalanche (AVAX-USD) 2025-06-18 21:04:35,762 - INFO - Data for AVAX-USD is already up to date 2025-06-18 21:04:35,764 - INFO - Processing crypto 16/100: Toncoin (TON-USD) 2025-06-18 21:04:35,814 - INFO - Data for TON-USD is already up to date 2025-06-18 21:04:35,814 - INFO - Processing crypto 17/100: WhiteBIT Coin (WBT-USD) 2025-06-18 21:04:35,841 - INFO - Data for WBT-USD is already up to date 2025-06-18 21:04:35,842 - INFO - Processing crypto 18/100: Shiba Inu (SHIB-USD) 2025-06-18 21:04:35,866 - INFO - Data for SHIB-USD is already up to date 2025-06-18 21:04:35,867 - INFO - Processing crypto 19/100: Litecoin (LTC-USD) 2025-06-18 21:04:35,894 - INFO - Data for LTC-USD is already up to date 2025-06-18 21:04:35,895 - INFO - Processing crypto 20/100: Hedera (HBAR-USD) 2025-06-18 21:04:35,920 - INFO - Data for HBAR-USD is already up to date 2025-06-18 21:04:35,921 - INFO - Processing crypto 21/100: Monero (XMR-USD) 2025-06-18 21:04:35,948 - INFO - Data for XMR-USD is already up to date 2025-06-18 21:04:35,949 - INFO - Processing crypto 22/100: Polkadot (DOT-USD) 2025-06-18 21:04:35,975 - INFO - Data for DOT-USD is already up to date 2025-06-18 21:04:35,976 - INFO - Processing crypto 23/100: Bitget Token (BGB-USD) 2025-06-18 21:04:36,001 - INFO - Data for BGB-USD is already up to date 2025-06-18 21:04:36,002 - INFO - Processing crypto 24/100: Uniswap (UNI-USD) 2025-06-18 21:04:36,036 - INFO - Retrieved 1 rows for UNI-USD (crypto) 2025-06-18 21:04:36,137 - INFO - Processing crypto 25/100: Pepe (PEPE-USD) 2025-06-18 21:04:36,175 - INFO - Retrieved 1 rows for PEPE-USD (crypto) 2025-06-18 21:04:36,277 - INFO - Processing crypto 26/100: Pi Network (PI-USD) 2025-06-18 21:04:36,310 - INFO - Retrieved 1 rows for PI-USD (crypto) 2025-06-18 21:04:36,412 - INFO - Processing crypto 27/100: Bittensor (TAO-USD) 2025-06-18 21:04:36,590 - ERROR - TAO-USD: Period 'max' is invalid, must be of the format 1d, 5d, etc. 2025-06-18 21:04:36,592 - WARNING - No data retrieved for TAO-USD 2025-06-18 21:04:36,693 - INFO - Processing crypto 28/100: OKB (OKB-USD) 2025-06-18 21:04:36,721 - INFO - Data for OKB-USD is already up to date 2025-06-18 21:04:36,722 - INFO - Processing crypto 29/100: Cronos (CRO-USD) 2025-06-18 21:04:36,751 - INFO - Data for CRO-USD is already up to date 2025-06-18 21:04:36,753 - INFO - Processing crypto 30/100: Aptos (APT-USD) 2025-06-18 21:04:36,792 - INFO - Data for APT-USD is already up to date 2025-06-18 21:04:36,792 - INFO - Processing crypto 31/100: Internet Computer (ICP-USD) 2025-06-18 21:04:36,823 - INFO - Data for ICP-USD is already up to date 2025-06-18 21:04:36,824 - INFO - Processing crypto 32/100: NEAR Protocol (NEAR-USD) 2025-06-18 21:04:36,862 - INFO - Data for NEAR-USD is already up to date 2025-06-18 21:04:36,863 - INFO - Processing crypto 33/100: Ethereum Classic (ETC-USD) 2025-06-18 21:04:36,892 - INFO - Data for ETC-USD is already up to date 2025-06-18 21:04:36,893 - INFO - Processing crypto 34/100: Tokenize Xchange (TKX-USD) 2025-06-18 21:04:36,919 - INFO - Data for TKX-USD is already up to date 2025-06-18 21:04:36,920 - INFO - Processing crypto 35/100: Ondo (ONDO-USD) 2025-06-18 21:04:36,947 - INFO - Data for ONDO-USD is already up to date 2025-06-18 21:04:36,948 - INFO - Processing crypto 36/100: Mantle (MNT-USD) 2025-06-18 21:04:36,981 - INFO - Retrieved 1 rows for MNT-USD (crypto) 2025-06-18 21:04:37,083 - INFO - Processing crypto 37/100: Fasttoken (FTN-USD) 2025-06-18 21:04:37,112 - INFO - Data for FTN-USD is already up to date 2025-06-18 21:04:37,113 - INFO - Processing crypto 38/100: Official Trump (TRUMP-USD) 2025-06-18 21:04:37,140 - INFO - Data for TRUMP-USD is already up to date 2025-06-18 21:04:37,141 - INFO - Processing crypto 39/100: Kaspa (KAS-USD) 2025-06-18 21:04:37,168 - INFO - Data for KAS-USD is already up to date 2025-06-18 21:04:37,168 - INFO - Processing crypto 40/100: Gate (GT-USD) 2025-06-18 21:04:37,196 - INFO - Data for GT-USD is already up to date 2025-06-18 21:04:37,197 - INFO - Processing crypto 41/100: VeChain (VET-USD) 2025-06-18 21:04:37,230 - INFO - Data for VET-USD is already up to date 2025-06-18 21:04:37,231 - INFO - Processing crypto 42/100: Cosmos Hub (ATOM-USD) 2025-06-18 21:04:37,259 - INFO - Data for ATOM-USD is already up to date 2025-06-18 21:04:37,259 - INFO - Processing crypto 43/100: Sky (SKY-USD) 2025-06-18 21:04:37,287 - INFO - Data for SKY-USD is already up to date 2025-06-18 21:04:37,288 - INFO - Processing crypto 44/100: Artificial Superintelligence Alliance (FET-USD) 2025-06-18 21:04:37,314 - INFO - Data for FET-USD is already up to date 2025-06-18 21:04:37,315 - INFO - Processing crypto 45/100: Ethena (ENA-USD) 2025-06-18 21:04:37,341 - INFO - Data for ENA-USD is already up to date 2025-06-18 21:04:37,342 - INFO - Processing crypto 46/100: POL (ex-MATIC) (POL-USD) 2025-06-18 21:04:37,377 - INFO - Retrieved 1 rows for POL-USD (crypto) 2025-06-18 21:04:37,479 - INFO - Processing crypto 47/100: Render (RENDER-USD) 2025-06-18 21:04:37,515 - INFO - Data for RENDER-USD is already up to date 2025-06-18 21:04:37,516 - INFO - Processing crypto 48/100: Filecoin (FIL-USD) 2025-06-18 21:04:37,543 - INFO - Data for FIL-USD is already up to date 2025-06-18 21:04:37,544 - INFO - Processing crypto 49/100: Jupiter Perpetuals Liquidity Provider Token (JLP-USD) 2025-06-18 21:04:37,569 - INFO - Data for JLP-USD is already up to date 2025-06-18 21:04:37,571 - INFO - Processing crypto 50/100: Arbitrum (ARB-USD) 2025-06-18 21:04:37,597 - INFO - Data for ARB-USD is already up to date 2025-06-18 21:04:37,598 - INFO - Processing crypto 51/100: Worldcoin (WLD-USD) 2025-06-18 21:04:37,625 - INFO - Data for WLD-USD is already up to date 2025-06-18 21:04:37,626 - INFO - Processing crypto 52/100: Quant (QNT-USD) 2025-06-18 21:04:37,652 - INFO - Data for QNT-USD is already up to date 2025-06-18 21:04:37,653 - INFO - Processing crypto 53/100: Algorand (ALGO-USD) 2025-06-18 21:04:37,680 - INFO - Data for ALGO-USD is already up to date 2025-06-18 21:04:37,681 - INFO - Processing crypto 54/100: KuCoin (KCS-USD) 2025-06-18 21:04:37,707 - INFO - Data for KCS-USD is already up to date 2025-06-18 21:04:37,708 - INFO - Processing crypto 55/100: SPX6900 (SPX-USD) 2025-06-18 21:04:37,745 - WARNING - No data retrieved for SPX-USD 2025-06-18 21:04:37,847 - INFO - Processing crypto 56/100: NEXO (NEXO-USD) 2025-06-18 21:04:37,883 - INFO - Data for NEXO-USD is already up to date 2025-06-18 21:04:37,884 - INFO - Processing crypto 57/100: Flare (FLR-USD) 2025-06-18 21:04:37,910 - INFO - Data for FLR-USD is already up to date 2025-06-18 21:04:37,911 - INFO - Processing crypto 58/100: Jupiter (JUP-USD) 2025-06-18 21:04:37,941 - INFO - Data for JUP-USD is already up to date 2025-06-18 21:04:37,942 - INFO - Processing crypto 59/100: Celestia (TIA-USD) 2025-06-18 21:04:37,969 - INFO - Data for TIA-USD is already up to date 2025-06-18 21:04:37,970 - INFO - Processing crypto 60/100: Fartcoin (FARTCOIN-USD) 2025-06-18 21:04:37,996 - INFO - Data for FARTCOIN-USD is already up to date 2025-06-18 21:04:37,997 - INFO - Processing crypto 61/100: Virtuals Protocol (VIRTUAL-USD) 2025-06-18 21:04:38,024 - INFO - Data for VIRTUAL-USD is already up to date 2025-06-18 21:04:38,024 - INFO - Processing crypto 62/100: Bonk (BONK-USD) 2025-06-18 21:04:38,051 - INFO - Data for BONK-USD is already up to date 2025-06-18 21:04:38,051 - INFO - Processing crypto 63/100: Injective (INJ-USD) 2025-06-18 21:04:38,078 - INFO - Data for INJ-USD is already up to date 2025-06-18 21:04:38,079 - INFO - Processing crypto 64/100: Sonic (S-USD) 2025-06-18 21:04:38,112 - INFO - Retrieved 1 rows for S-USD (crypto) 2025-06-18 21:04:38,214 - INFO - Processing crypto 65/100: Kaia (KAIA-USD) 2025-06-18 21:04:38,243 - INFO - Data for KAIA-USD is already up to date 2025-06-18 21:04:38,244 - INFO - Processing crypto 66/100: Optimism (OP-USD) 2025-06-18 21:04:38,268 - INFO - Data for OP-USD is already up to date 2025-06-18 21:04:38,269 - INFO - Processing crypto 67/100: Sei (SEI-USD) 2025-06-18 21:04:38,297 - INFO - Data for SEI-USD is already up to date 2025-06-18 21:04:38,298 - INFO - Processing crypto 68/100: AB (AB-USD) 2025-06-18 21:04:38,339 - INFO - Data for AB-USD is already up to date 2025-06-18 21:04:38,340 - INFO - Processing crypto 69/100: XDC Network (XDC-USD) 2025-06-18 21:04:38,368 - INFO - Data for XDC-USD is already up to date 2025-06-18 21:04:38,369 - INFO - Processing crypto 70/100: Stacks (STX-USD) 2025-06-18 21:04:38,401 - INFO - Retrieved 1 rows for STX-USD (crypto) 2025-06-18 21:04:38,503 - INFO - Crypto Progress: 70/100 completed. Success: 9, Failed: 2 2025-06-18 21:04:38,505 - INFO - Processing crypto 71/100: Solv Protocol BTC (SOLVBTC-USD) 2025-06-18 21:04:38,534 - INFO - Data for SOLVBTC-USD is already up to date 2025-06-18 21:04:38,535 - INFO - Processing crypto 72/100: PAX Gold (PAXG-USD) 2025-06-18 21:04:38,564 - INFO - Data for PAXG-USD is already up to date 2025-06-18 21:04:38,564 - INFO - Processing crypto 73/100: Tether Gold (XAUT-USD) 2025-06-18 21:04:38,605 - INFO - Data for XAUT-USD is already up to date 2025-06-18 21:04:38,606 - INFO - Processing crypto 74/100: The Graph (GRT-USD) 2025-06-18 21:04:38,644 - INFO - Retrieved 1 rows for GRT-USD (crypto) 2025-06-18 21:04:38,745 - INFO - Processing crypto 75/100: clBTC (CLBTC-USD) 2025-06-18 21:04:38,776 - ERROR - $CLBTC-USD: possibly delisted; no timezone found 2025-06-18 21:04:38,777 - WARNING - No data retrieved for CLBTC-USD 2025-06-18 21:04:38,878 - INFO - Processing crypto 76/100: Vaulta (A-USD) 2025-06-18 21:04:38,911 - INFO - Retrieved 1 rows for A-USD (crypto) 2025-06-18 21:04:39,013 - INFO - Processing crypto 77/100: dogwifhat (WIF-USD) 2025-06-18 21:04:39,042 - INFO - Data for WIF-USD is already up to date 2025-06-18 21:04:39,042 - INFO - Processing crypto 78/100: Story (IP-USD) 2025-06-18 21:04:39,069 - INFO - Data for IP-USD is already up to date 2025-06-18 21:04:39,070 - INFO - Processing crypto 79/100: Immutable (IMX-USD) 2025-06-18 21:04:39,107 - INFO - Retrieved 1 rows for IMX-USD (crypto) 2025-06-18 21:04:39,209 - INFO - Processing crypto 80/100: Jito (JTO-USD) 2025-06-18 21:04:39,236 - INFO - Data for JTO-USD is already up to date 2025-06-18 21:04:39,237 - INFO - Processing crypto 81/100: OUSG (OUSG-USD) 2025-06-18 21:04:39,269 - INFO - Retrieved 1 rows for OUSG-USD (crypto) 2025-06-18 21:04:39,372 - INFO - Processing crypto 82/100: FLOKI (FLOKI-USD) 2025-06-18 21:04:39,403 - INFO - Data for FLOKI-USD is already up to date 2025-06-18 21:04:39,404 - INFO - Processing crypto 83/100: PancakeSwap (CAKE-USD) 2025-06-18 21:04:39,431 - INFO - Data for CAKE-USD is already up to date 2025-06-18 21:04:39,432 - INFO - Processing crypto 84/100: Aerodrome Finance (AERO-USD) 2025-06-18 21:04:39,459 - INFO - Data for AERO-USD is already up to date 2025-06-18 21:04:39,460 - INFO - Processing crypto 85/100: Theta Network (THETA-USD) 2025-06-18 21:04:39,487 - INFO - Data for THETA-USD is already up to date 2025-06-18 21:04:39,488 - INFO - Processing crypto 86/100: Zcash (ZEC-USD) 2025-06-18 21:04:39,515 - INFO - Data for ZEC-USD is already up to date 2025-06-18 21:04:39,516 - INFO - Processing crypto 87/100: Ethereum Name Service (ENS-USD) 2025-06-18 21:04:39,542 - INFO - Data for ENS-USD is already up to date 2025-06-18 21:04:39,543 - INFO - Processing crypto 88/100: GALA (GALA-USD) 2025-06-18 21:04:39,569 - INFO - Data for GALA-USD is already up to date 2025-06-18 21:04:39,569 - INFO - Processing crypto 89/100: BitTorrent (BTT-USD) 2025-06-18 21:04:39,596 - INFO - Data for BTT-USD is already up to date 2025-06-18 21:04:39,598 - INFO - Processing crypto 90/100: IOTA (IOTA-USD) 2025-06-18 21:04:39,624 - INFO - Data for IOTA-USD is already up to date 2025-06-18 21:04:39,625 - INFO - Processing crypto 91/100: The Sandbox (SAND-USD) 2025-06-18 21:04:39,651 - INFO - Data for SAND-USD is already up to date 2025-06-18 21:04:39,652 - INFO - Processing crypto 92/100: Bitcoin SV (BSV-USD) 2025-06-18 21:04:39,679 - INFO - Data for BSV-USD is already up to date 2025-06-18 21:04:39,680 - INFO - Processing crypto 93/100: Pendle (PENDLE-USD) 2025-06-18 21:04:39,706 - INFO - Data for PENDLE-USD is already up to date 2025-06-18 21:04:39,707 - INFO - Processing crypto 94/100: JasmyCoin (JASMY-USD) 2025-06-18 21:04:39,734 - INFO - Data for JASMY-USD is already up to date 2025-06-18 21:04:39,735 - INFO - Processing crypto 95/100: Walrus (WAL-USD) 2025-06-18 21:04:39,767 - INFO - Retrieved 1 rows for WAL-USD (crypto) 2025-06-18 21:04:39,869 - INFO - Processing crypto 96/100: Pudgy Penguins (PENGU-USD) 2025-06-18 21:04:39,912 - WARNING - No data retrieved for PENGU-USD 2025-06-18 21:04:40,014 - INFO - Processing crypto 97/100: Pyth Network (PYTH-USD) 2025-06-18 21:04:40,048 - INFO - Data for PYTH-USD is already up to date 2025-06-18 21:04:40,050 - INFO - Processing crypto 98/100: Tezos (XTZ-USD) 2025-06-18 21:04:40,075 - INFO - Data for XTZ-USD is already up to date 2025-06-18 21:04:40,076 - INFO - Processing crypto 99/100: Super OETH (SUPEROETH-USD) 2025-06-18 21:04:40,102 - ERROR - $SUPEROETH-USD: possibly delisted; no timezone found 2025-06-18 21:04:40,102 - WARNING - No data retrieved for SUPEROETH-USD 2025-06-18 21:04:40,203 - INFO - Processing crypto 100/100: tBTC (TBTC-USD) 2025-06-18 21:04:40,236 - INFO - Data for TBTC-USD is already up to date 2025-06-18 21:04:40,236 - INFO - Starting to download futures data for 29 instruments... 2025-06-18 21:04:40,237 - INFO - Processing futures 1/29: S&P 500 E-mini (ES=F) 2025-06-18 21:04:40,264 - INFO - Data for ES=F is already up to date 2025-06-18 21:04:40,265 - INFO - Processing futures 2/29: Dow Jones E-mini (YM=F) 2025-06-18 21:04:40,292 - INFO - Data for YM=F is already up to date 2025-06-18 21:04:40,293 - INFO - Processing futures 3/29: Nasdaq 100 E-mini (NQ=F) 2025-06-18 21:04:40,320 - INFO - Data for NQ=F is already up to date 2025-06-18 21:04:40,320 - INFO - Processing futures 4/29: Russell 2000 E-mini (RTY=F) 2025-06-18 21:04:40,347 - INFO - Data for RTY=F is already up to date 2025-06-18 21:04:40,348 - INFO - Processing futures 5/29: Crude Oil (WTI) (CL=F) 2025-06-18 21:04:40,374 - INFO - Data for CL=F is already up to date 2025-06-18 21:04:40,375 - INFO - Processing futures 6/29: Brent Crude Oil (BZ=F) 2025-06-18 21:04:40,403 - INFO - Data for BZ=F is already up to date 2025-06-18 21:04:40,405 - INFO - Processing futures 7/29: Natural Gas (NG=F) 2025-06-18 21:04:40,430 - INFO - Data for NG=F is already up to date 2025-06-18 21:04:40,431 - INFO - Processing futures 8/29: Gold (GC=F) 2025-06-18 21:04:40,458 - INFO - Data for GC=F is already up to date 2025-06-18 21:04:40,459 - INFO - Processing futures 9/29: Silver (SI=F) 2025-06-18 21:04:40,486 - INFO - Data for SI=F is already up to date 2025-06-18 21:04:40,487 - INFO - Processing futures 10/29: Platinum (PL=F) 2025-06-18 21:04:40,514 - INFO - Data for PL=F is already up to date 2025-06-18 21:04:40,516 - INFO - Processing futures 11/29: Palladium (PA=F) 2025-06-18 21:04:40,542 - INFO - Data for PA=F is already up to date 2025-06-18 21:04:40,543 - INFO - Processing futures 12/29: Copper (HG=F) 2025-06-18 21:04:40,577 - INFO - Data for HG=F is already up to date 2025-06-18 21:04:40,578 - INFO - Processing futures 13/29: 30-Year Treasury Bond (ZB=F) 2025-06-18 21:04:40,604 - INFO - Data for ZB=F is already up to date 2025-06-18 21:04:40,605 - INFO - Processing futures 14/29: 10 Year Treasury Note (ZN=F) 2025-06-18 21:04:40,633 - INFO - Data for ZN=F is already up to date 2025-06-18 21:04:40,634 - INFO - Processing futures 15/29: 5-Year Treasury Note (ZF=F) 2025-06-18 21:04:40,660 - INFO - Data for ZF=F is already up to date 2025-06-18 21:04:40,661 - INFO - Processing futures 16/29: 2 Year Treasury Note (ZT=F) 2025-06-18 21:04:40,688 - INFO - Data for ZT=F is already up to date 2025-06-18 21:04:40,689 - INFO - Processing futures 17/29: US Dollar Index (DX=F) 2025-06-18 21:04:40,715 - INFO - Data for DX=F is already up to date 2025-06-18 21:04:40,717 - INFO - Processing futures 18/29: Corn (ZC=F) 2025-06-18 21:04:40,744 - INFO - Data for ZC=F is already up to date 2025-06-18 21:04:40,745 - INFO - Processing futures 19/29: Soybeans (ZS=F) 2025-06-18 21:04:40,772 - INFO - Data for ZS=F is already up to date 2025-06-18 21:04:40,773 - INFO - Processing futures 20/29: Wheat (ZW=F) 2025-06-18 21:04:40,799 - INFO - Data for ZW=F is already up to date 2025-06-18 21:04:40,800 - INFO - Processing futures 21/29: Live Cattle (LE=F) 2025-06-18 21:04:40,826 - INFO - Data for LE=F is already up to date 2025-06-18 21:04:40,827 - INFO - Processing futures 22/29: Lean Hogs (HE=F) 2025-06-18 21:04:40,853 - INFO - Data for HE=F is already up to date 2025-06-18 21:04:40,855 - INFO - Processing futures 23/29: Coffee (KC=F) 2025-06-18 21:04:40,884 - INFO - Data for KC=F is already up to date 2025-06-18 21:04:40,886 - INFO - Processing futures 24/29: Sugar (SB=F) 2025-06-18 21:04:40,914 - INFO - Data for SB=F is already up to date 2025-06-18 21:04:40,914 - INFO - Processing futures 25/29: Cotton (CT=F) 2025-06-18 21:04:40,944 - INFO - Data for CT=F is already up to date 2025-06-18 21:04:40,945 - INFO - Processing futures 26/29: Cocoa (CC=F) 2025-06-18 21:04:40,972 - INFO - Data for CC=F is already up to date 2025-06-18 21:04:40,973 - INFO - Processing futures 27/29: Orange Juice (OJ=F) 2025-06-18 21:04:41,000 - INFO - Data for OJ=F is already up to date 2025-06-18 21:04:41,001 - INFO - Processing futures 28/29: RBOB Gasoline (RB=F) 2025-06-18 21:04:41,027 - INFO - Data for RB=F is already up to date 2025-06-18 21:04:41,028 - INFO - Processing futures 29/29: Heating Oil (HO=F) 2025-06-18 21:04:41,056 - INFO - Data for HO=F is already up to date 2025-06-18 21:04:41,057 - INFO - Starting to download stock data for 50 instruments... 2025-06-18 21:04:41,058 - INFO - Processing stock 1/50: AAPL (AAPL) 2025-06-18 21:04:41,086 - INFO - Data for AAPL is already up to date 2025-06-18 21:04:41,087 - INFO - Processing stock 2/50: MSFT (MSFT) 2025-06-18 21:04:41,119 - INFO - Data for MSFT is already up to date 2025-06-18 21:04:41,120 - INFO - Processing stock 3/50: GOOGL (GOOGL) 2025-06-18 21:04:41,145 - INFO - Data for GOOGL is already up to date 2025-06-18 21:04:41,146 - INFO - Processing stock 4/50: AMZN (AMZN) 2025-06-18 21:04:41,174 - INFO - Data for AMZN is already up to date 2025-06-18 21:04:41,175 - INFO - Processing stock 5/50: NVDA (NVDA) 2025-06-18 21:04:41,205 - INFO - Data for NVDA is already up to date 2025-06-18 21:04:41,206 - INFO - Processing stock 6/50: TSLA (TSLA) 2025-06-18 21:04:41,235 - INFO - Data for TSLA is already up to date 2025-06-18 21:04:41,237 - INFO - Processing stock 7/50: META (META) 2025-06-18 21:04:41,310 - INFO - Data for META is already up to date 2025-06-18 21:04:41,312 - INFO - Processing stock 8/50: GOOG (GOOG) 2025-06-18 21:04:41,366 - INFO - Data for GOOG is already up to date 2025-06-18 21:04:41,368 - INFO - Processing stock 9/50: BRK-B (BRK-B) 2025-06-18 21:04:41,417 - INFO - Data for BRK-B is already up to date 2025-06-18 21:04:41,418 - INFO - Processing stock 10/50: UNH (UNH) 2025-06-18 21:04:41,453 - INFO - Data for UNH is already up to date 2025-06-18 21:04:41,455 - INFO - Processing stock 11/50: XOM (XOM) 2025-06-18 21:04:41,524 - INFO - Data for XOM is already up to date 2025-06-18 21:04:41,526 - INFO - Processing stock 12/50: JNJ (JNJ) 2025-06-18 21:04:41,576 - INFO - Data for JNJ is already up to date 2025-06-18 21:04:41,576 - INFO - Processing stock 13/50: JPM (JPM) 2025-06-18 21:04:41,604 - INFO - Data for JPM is already up to date 2025-06-18 21:04:41,605 - INFO - Processing stock 14/50: V (V) 2025-06-18 21:04:41,632 - INFO - Data for V is already up to date 2025-06-18 21:04:41,634 - INFO - Processing stock 15/50: PG (PG) 2025-06-18 21:04:41,661 - INFO - Data for PG is already up to date 2025-06-18 21:04:41,662 - INFO - Processing stock 16/50: MA (MA) 2025-06-18 21:04:41,691 - INFO - Data for MA is already up to date 2025-06-18 21:04:41,692 - INFO - Processing stock 17/50: CVX (CVX) 2025-06-18 21:04:41,719 - INFO - Data for CVX is already up to date 2025-06-18 21:04:41,720 - INFO - Processing stock 18/50: HD (HD) 2025-06-18 21:04:41,748 - INFO - Data for HD is already up to date 2025-06-18 21:04:41,749 - INFO - Processing stock 19/50: PFE (PFE) 2025-06-18 21:04:41,777 - INFO - Data for PFE is already up to date 2025-06-18 21:04:41,778 - INFO - Processing stock 20/50: ABBV (ABBV) 2025-06-18 21:04:41,806 - INFO - Data for ABBV is already up to date 2025-06-18 21:04:41,807 - INFO - Processing stock 21/50: BAC (BAC) 2025-06-18 21:04:41,834 - INFO - Data for BAC is already up to date 2025-06-18 21:04:41,835 - INFO - Processing stock 22/50: KO (KO) 2025-06-18 21:04:41,864 - INFO - Data for KO is already up to date 2025-06-18 21:04:41,865 - INFO - Processing stock 23/50: AVGO (AVGO) 2025-06-18 21:04:41,892 - INFO - Data for AVGO is already up to date 2025-06-18 21:04:41,893 - INFO - Processing stock 24/50: PEP (PEP) 2025-06-18 21:04:41,920 - INFO - Data for PEP is already up to date 2025-06-18 21:04:41,921 - INFO - Processing stock 25/50: TMO (TMO) 2025-06-18 21:04:41,948 - INFO - Data for TMO is already up to date 2025-06-18 21:04:41,948 - INFO - Processing stock 26/50: COST (COST) 2025-06-18 21:04:41,976 - INFO - Data for COST is already up to date 2025-06-18 21:04:41,977 - INFO - Processing stock 27/50: WMT (WMT) 2025-06-18 21:04:42,005 - INFO - Data for WMT is already up to date 2025-06-18 21:04:42,006 - INFO - Processing stock 28/50: DIS (DIS) 2025-06-18 21:04:42,034 - INFO - Data for DIS is already up to date 2025-06-18 21:04:42,035 - INFO - Processing stock 29/50: ABT (ABT) 2025-06-18 21:04:42,062 - INFO - Data for ABT is already up to date 2025-06-18 21:04:42,063 - INFO - Processing stock 30/50: DHR (DHR) 2025-06-18 21:04:42,090 - INFO - Data for DHR is already up to date 2025-06-18 21:04:42,092 - INFO - Processing stock 31/50: VZ (VZ) 2025-06-18 21:04:42,119 - INFO - Data for VZ is already up to date 2025-06-18 21:04:42,119 - INFO - Processing stock 32/50: ADBE (ADBE) 2025-06-18 21:04:42,147 - INFO - Data for ADBE is already up to date 2025-06-18 21:04:42,148 - INFO - Processing stock 33/50: CRM (CRM) 2025-06-18 21:04:42,175 - INFO - Data for CRM is already up to date 2025-06-18 21:04:42,177 - INFO - Processing stock 34/50: NFLX (NFLX) 2025-06-18 21:04:42,205 - INFO - Data for NFLX is already up to date 2025-06-18 21:04:42,206 - INFO - Processing stock 35/50: ORCL (ORCL) 2025-06-18 21:04:42,242 - INFO - Data for ORCL is already up to date 2025-06-18 21:04:42,242 - INFO - Processing stock 36/50: MRK (MRK) 2025-06-18 21:04:42,273 - INFO - Data for MRK is already up to date 2025-06-18 21:04:42,274 - INFO - Processing stock 37/50: INTC (INTC) 2025-06-18 21:04:42,305 - INFO - Data for INTC is already up to date 2025-06-18 21:04:42,306 - INFO - Processing stock 38/50: T (T) 2025-06-18 21:04:42,334 - INFO - Data for T is already up to date 2025-06-18 21:04:42,335 - INFO - Processing stock 39/50: CSCO (CSCO) 2025-06-18 21:04:42,363 - INFO - Data for CSCO is already up to date 2025-06-18 21:04:42,364 - INFO - Processing stock 40/50: AMD (AMD) 2025-06-18 21:04:42,394 - INFO - Data for AMD is already up to date 2025-06-18 21:04:42,395 - INFO - Processing stock 41/50: ACN (ACN) 2025-06-18 21:04:42,423 - INFO - Data for ACN is already up to date 2025-06-18 21:04:42,424 - INFO - Processing stock 42/50: TXN (TXN) 2025-06-18 21:04:42,453 - INFO - Data for TXN is already up to date 2025-06-18 21:04:42,454 - INFO - Processing stock 43/50: NKE (NKE) 2025-06-18 21:04:42,482 - INFO - Data for NKE is already up to date 2025-06-18 21:04:42,483 - INFO - Processing stock 44/50: LIN (LIN) 2025-06-18 21:04:42,511 - INFO - Data for LIN is already up to date 2025-06-18 21:04:42,512 - INFO - Processing stock 45/50: QCOM (QCOM) 2025-06-18 21:04:42,540 - INFO - Data for QCOM is already up to date 2025-06-18 21:04:42,542 - INFO - Processing stock 46/50: RTX (RTX) 2025-06-18 21:04:42,569 - INFO - Data for RTX is already up to date 2025-06-18 21:04:42,570 - INFO - Processing stock 47/50: PM (PM) 2025-06-18 21:04:42,597 - INFO - Data for PM is already up to date 2025-06-18 21:04:42,598 - INFO - Processing stock 48/50: HON (HON) 2025-06-18 21:04:42,625 - INFO - Data for HON is already up to date 2025-06-18 21:04:42,626 - INFO - Processing stock 49/50: LOW (LOW) 2025-06-18 21:04:42,654 - INFO - Data for LOW is already up to date 2025-06-18 21:04:42,656 - INFO - Processing stock 50/50: IBM (IBM) 2025-06-18 21:04:42,683 - INFO - Data for IBM is already up to date 2025-06-18 21:04:43,564 - INFO - Merged data: 851773 existing + 14 new = 851773 total rows 2025-06-18 21:04:46,776 - INFO - Master data saved to: C:\Users\Chris\BTC_price_history\Master file\master_financial_data.csv
================================================================================ MASTER FINANCIAL DATA UPDATE COMPLETE ================================================================================ File location: C:\Users\Chris\BTC_price_history\Master file\master_financial_data.csv Total records: 851,773 Successful downloads: 14 Failed downloads: 5 Date range: 1962-01-02 to 2025-06-18 Summary by Asset Type: -------------------------------------------------- Crypto: 98 instruments, 2014-09-17 to 2025-06-18 Futures: 29 instruments, 1997-10-29 to 2025-06-18 Stock: 50 instruments, 1962-01-02 to 2025-06-18 Sample Latest Prices: ------------------------------ Crypto: BTC-USD: $104188.99 ETH-USD: $2488.15 SOL-USD: $145.40 Futures: ES=F: $5995.50 GC=F: $3405.40 CL=F: $74.77 Stock: AAPL: $196.60 MSFT: $479.53 TSLA: $322.91 ================================================================================ Master data loaded successfully with 851,773 records You can now use this data for your analysis! Data is available as 'df' variable for your existing functions.
Multi-Asset Regression Analysis Module Loaded ============================================================ Found master dataset with 851,773 rows and 177 symbols Starting automatic analysis with charts... 📊 Will display ALL available charts per section per asset class (up to 15) 💡 Sections: Best Trends | Undervalued Opportunities | Overvalued Warnings 📈 Chart type: Linear Regression on Log Scale (straight trend lines) ============================================================ 🔬 COMPREHENSIVE MULTI-ASSET REGRESSION ANALYSIS ================================================================================ Analyzing trend quality, growth rates, and valuation for all instruments... Analyzing instruments by asset type... crypto: 98 instruments futures: 29 instruments stock: 50 instruments Processing 98 crypto instruments... Progress: 25/98 crypto instruments processed Progress: 50/98 crypto instruments processed Processing 29 futures instruments... Progress: 25/29 futures instruments processed Processing 50 stock instruments... Progress: 25/50 stock instruments processed Progress: 50/50 stock instruments processed Analysis complete: 171/177 instruments analyzed successfully ======================================================================================================================== 🔥 TOP 15 CRYPTO INSTRUMENTS - BEST TREND ANALYSIS ======================================================================================================================== Rank Symbol R² Window Growth% Price Valuation Deviation% ------------------------------------------------------------------------------------------------------------------------ 1 FTN-USD 0.989828 750 d 136.3% $4.42 🟢 UNDER -11.2% 2 GT-USD 0.950125 30 d -98.3% $15.13 🟡 FAIR -6.1% 3 TRX-USD 0.946124 1000d 87.0% $0.270681 🟡 FAIR 0.8% 4 PAXG-USD 0.945204 750 d 34.6% $3.4K 🟡 FAIR 6.0% 5 APT-USD 0.944235 500 d -84.3% $0.000131 🔴 OVER 39.5% 6 XAUT-USD 0.943970 750 d 33.5% $3.4K 🟡 FAIR 6.0% 7 BTC-USD 0.936011 1000d 103.3% $104.2K 🟢 UNDER -12.1% 8 TBTC-USD 0.932093 1000d 103.4% $104.2K 🟢 UNDER -11.2% 9 WBT-USD 0.930791 750 d 196.1% $48.73 🔴 OVER 43.9% 10 WAL-USD 0.927294 1000d -95.6% $0.000088 🔴 OVER 223.3% 11 POL-USD 0.910925 500 d -64.0% $0.008241 🟡 FAIR 6.3% 12 LEO-USD 0.891499 750 d 74.6% $9.19 🟡 FAIR -9.9% 13 TIA-USD 0.890352 30 d -99.8% $1.68 🟡 FAIR -1.9% 14 BGB-USD 0.889222 1000d 246.4% $4.24 🟡 FAIR -8.1% 15 JASMY-USD 0.882926 30 d -99.3% $0.012317 🟡 FAIR -1.6% 📊 DISPLAYING ALL 15 CRYPTO TREND LEADER CHARTS: -------------------------------------------------------------------------------- Chart 1: FTN-USD (R² = 0.9898) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $4.42 +30d (1m): $5.34 ($4.82 - $5.91) +60d (2m): $5.73 ($5.17 - $6.34) +90d (3m): $6.15 ($5.55 - $6.81) 90-day outlook: 📈 Bullish Trend (+39.1%) Confidence: 99.0% | Valuation: UNDERVALUED ------------------------------------------------------------
Chart 2: GT-USD (R² = 0.9501) 📊 PRICE PROJECTIONS (Linear Regression - 30 days): Current: $15.13 +30d (1m): $11.53 ($10.83 - $12.28) +60d (2m): $8.26 ($7.59 - $8.99) Confidence: 95.0% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 3: TRX-USD (R² = 0.9461) 📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $0.270681 +30d (1m): $0.282663 ($0.224043 - $0.356621) +60d (2m): $0.297592 ($0.235865 - $0.375473) +90d (3m): $0.313310 ($0.248311 - $0.395323) 90-day outlook: 📈 Bullish Trend (+15.7%) Confidence: 94.6% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 4: PAXG-USD (R² = 0.9452) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $3.4K +30d (1m): $3.3K ($3.0K - $3.6K) +60d (2m): $3.4K ($3.1K - $3.7K) +90d (3m): $3.5K ($3.2K - $3.8K) 90-day outlook: ➡️ Sideways Trend (+1.5%) Confidence: 94.5% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 5: APT-USD (R² = 0.9442) 📊 PRICE PROJECTIONS (Linear Regression - 500 days): Current: $0.000131 +30d (1m): $0.000081 ($0.000057 - $0.000115) +60d (2m): $0.000069 ($0.000049 - $0.000099) +90d (3m): $0.000060 ($0.000042 - $0.000085) 90-day outlook: 📉 Bearish Trend (-54.6%) Confidence: 94.4% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 6: XAUT-USD (R² = 0.9440) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $3.4K +30d (1m): $3.3K ($3.0K - $3.6K) +60d (2m): $3.4K ($3.1K - $3.6K) +90d (3m): $3.4K ($3.2K - $3.7K) 90-day outlook: ➡️ Sideways Trend (+1.3%) Confidence: 94.4% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 7: BTC-USD (R² = 0.9360) 📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $104.2K +30d (1m): $125.6K ($94.1K - $167.7K) +60d (2m): $133.2K ($99.8K - $177.7K) +90d (3m): $141.2K ($105.8K - $188.4K) 90-day outlook: 📈 Bullish Trend (+35.5%) Confidence: 93.6% | Valuation: UNDERVALUED ------------------------------------------------------------
Chart 8: TBTC-USD (R² = 0.9321) 📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $104.2K +30d (1m): $124.5K ($92.4K - $167.7K) +60d (2m): $131.9K ($97.9K - $177.8K) +90d (3m): $139.9K ($103.8K - $188.5K) 90-day outlook: 📈 Bullish Trend (+34.2%) Confidence: 93.2% | Valuation: UNDERVALUED ------------------------------------------------------------
Chart 9: WBT-USD (R² = 0.9308) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $48.73 +30d (1m): $37.02 ($26.20 - $52.31) +60d (2m): $40.48 ($28.64 - $57.20) +90d (3m): $44.25 ($31.31 - $62.54) 90-day outlook: 📉 Bearish Trend (-9.2%) Confidence: 93.1% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 10: WAL-USD (R² = 0.9273) 📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $0.000088 +30d (1m): $0.000021 ($0.000005 - $0.000082) +60d (2m): $0.000016 ($0.000004 - $0.000063) +90d (3m): $0.000013 ($0.000003 - $0.000049) 90-day outlook: 📉 Bearish Trend (-85.7%) Confidence: 92.7% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 11: POL-USD (R² = 0.9109) 📊 PRICE PROJECTIONS (Linear Regression - 500 days): Current: $0.008241 +30d (1m): $0.007129 ($0.005557 - $0.009145) +60d (2m): $0.006555 ($0.005109 - $0.008411) +90d (3m): $0.006028 ($0.004697 - $0.007736) 90-day outlook: 📉 Bearish Trend (-26.9%) Confidence: 91.1% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 12: LEO-USD (R² = 0.8915) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $9.19 +30d (1m): $10.67 ($8.50 - $13.39) +60d (2m): $11.17 ($8.90 - $14.02) +90d (3m): $11.69 ($9.32 - $14.67) 90-day outlook: 📈 Bullish Trend (+27.3%) Confidence: 89.1% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 13: TIA-USD (R² = 0.8904) 📊 PRICE PROJECTIONS (Linear Regression - 30 days): Current: $1.68 +30d (1m): $1.03 ($0.895460 - $1.19) +60d (2m): $0.625988 ($0.515141 - $0.760687) Confidence: 89.0% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 14: BGB-USD (R² = 0.8892) 📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $4.24 +30d (1m): $5.11 ($2.58 - $10.10) +60d (2m): $5.66 ($2.86 - $11.19) +90d (3m): $6.26 ($3.17 - $12.39) 90-day outlook: 📈 Bullish Trend (+47.8%) Confidence: 88.9% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 15: JASMY-USD (R² = 0.8829) 📊 PRICE PROJECTIONS (Linear Regression - 30 days): Current: $0.012317 +30d (1m): $0.008368 ($0.007422 - $0.009435) +60d (2m): $0.005593 ($0.004756 - $0.006579) Confidence: 88.3% | Valuation: FAIR VALUE ------------------------------------------------------------
======================================================================================================================== 🟢 TOP 13 CRYPTO INSTRUMENTS - UNDERVALUED OPPORTUNITIES ======================================================================================================================== Rank Symbol Under% R² Growth% Price Upside% Window ------------------------------------------------------------------------------------------------------------------------ 1 PENDLE-USD 69.0% 0.781882 456.4% $3.69 222.5% 1000d 2 IMX-USD 63.8% 0.801302 -100.0% $0.004143 176.3% 120 d 3 SOL-USD 51.2% 0.781825 203.3% $145.40 104.9% 1000d 4 HYPE-USD 41.2% 0.831823 -97.1% $0.000005 70.2% 1000d 5 XRP-USD 41.1% 0.724678 729.7% $2.15 69.9% 365 d 6 VIRTUAL-USD 38.1% 0.722181 85919.4% $1.66 61.6% 90 d 7 FARTCOIN-USD 37.0% 0.815053 31836.5% $1.13 58.7% 120 d 8 TKX-USD 32.9% 0.740227 481.9% $27.78 48.9% 365 d 9 BNB-USD 24.3% 0.767074 90.4% $641.17 32.0% 750 d 10 QNT-USD 17.5% 0.779684 1889.3% $100.34 21.3% 60 d 11 BTC-USD 12.1% 0.936011 103.3% $104.2K 13.7% 1000d 12 TBTC-USD 11.2% 0.932093 103.4% $104.2K 12.7% 1000d 13 FTN-USD 11.2% 0.989828 136.3% $4.42 12.6% 750 d 📊 DISPLAYING ALL 13 UNDERVALUED CRYPTO OPPORTUNITY CHARTS: -------------------------------------------------------------------------------- Chart 1: PENDLE-USD (Undervalued by 69.0%) 📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $3.69 +30d (1m): $13.68 ($3.34 - $56.05) +60d (2m): $15.76 ($3.85 - $64.56) +90d (3m): $18.15 ($4.43 - $74.36) 90-day outlook: 📈 Bullish Trend (+392.3%) Confidence: 78.2% | Valuation: UNDERVALUED ------------------------------------------------------------
Chart 2: IMX-USD (Undervalued by 63.8%) Error plotting IMX-USD: index 209 is out of bounds for axis 0 with size 180 Chart 3: SOL-USD (Undervalued by 51.2%) 📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $145.40 +30d (1m): $326.34 ($131.13 - $812.11) +60d (2m): $357.50 ($143.63 - $889.82) +90d (3m): $391.63 ($157.31 - $974.97) 90-day outlook: 📈 Bullish Trend (+169.3%) Confidence: 78.2% | Valuation: UNDERVALUED ------------------------------------------------------------
Chart 4: HYPE-USD (Undervalued by 41.2%) 📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $0.000005 +30d (1m): $0.000007 ($0.000001 - $0.000082) +60d (2m): $0.000005 ($0.000000 - $0.000061) +90d (3m): $0.000004 ($0.000000 - $0.000046) 90-day outlook: 📉 Bearish Trend (-29.1%) Confidence: 83.2% | Valuation: UNDERVALUED ------------------------------------------------------------
Chart 5: XRP-USD (Undervalued by 41.1%) 📊 PRICE PROJECTIONS (Linear Regression - 365 days): Current: $2.15 +30d (1m): $4.34 ($2.06 - $9.14) +60d (2m): $5.16 ($2.45 - $10.90) +90d (3m): $6.14 ($2.91 - $12.98) 90-day outlook: 📈 Bullish Trend (+186.3%) Confidence: 72.5% | Valuation: UNDERVALUED ------------------------------------------------------------
Chart 6: VIRTUAL-USD (Undervalued by 38.1%) Error plotting VIRTUAL-USD: index 179 is out of bounds for axis 0 with size 150 Chart 7: FARTCOIN-USD (Undervalued by 37.0%) Error plotting FARTCOIN-USD: index 209 is out of bounds for axis 0 with size 180 Chart 8: TKX-USD (Undervalued by 32.9%) 📊 PRICE PROJECTIONS (Linear Regression - 365 days): Current: $27.78 +30d (1m): $47.82 ($26.34 - $86.81) +60d (2m): $55.27 ($30.41 - $100.43) +90d (3m): $63.87 ($35.11 - $116.21) 90-day outlook: 📈 Bullish Trend (+129.9%) Confidence: 74.0% | Valuation: UNDERVALUED ------------------------------------------------------------
Chart 9: BNB-USD (Undervalued by 24.3%) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $641.17 +30d (1m): $892.56 ($589.74 - $1.4K) +60d (2m): $941.06 ($621.70 - $1.4K) +90d (3m): $992.21 ($655.38 - $1.5K) 90-day outlook: 📈 Bullish Trend (+54.8%) Confidence: 76.7% | Valuation: UNDERVALUED ------------------------------------------------------------
Chart 10: QNT-USD (Undervalued by 17.5%) Error plotting QNT-USD: index 149 is out of bounds for axis 0 with size 120 Chart 11: BTC-USD (Undervalued by 12.1%) 📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $104.2K +30d (1m): $125.6K ($94.1K - $167.7K) +60d (2m): $133.2K ($99.8K - $177.7K) +90d (3m): $141.2K ($105.8K - $188.4K) 90-day outlook: 📈 Bullish Trend (+35.5%) Confidence: 93.6% | Valuation: UNDERVALUED ------------------------------------------------------------
Chart 12: TBTC-USD (Undervalued by 11.2%) 📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $104.2K +30d (1m): $124.5K ($92.4K - $167.7K) +60d (2m): $131.9K ($97.9K - $177.8K) +90d (3m): $139.9K ($103.8K - $188.5K) 90-day outlook: 📈 Bullish Trend (+34.2%) Confidence: 93.2% | Valuation: UNDERVALUED ------------------------------------------------------------
Chart 13: FTN-USD (Undervalued by 11.2%) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $4.42 +30d (1m): $5.34 ($4.82 - $5.91) +60d (2m): $5.73 ($5.17 - $6.34) +90d (3m): $6.15 ($5.55 - $6.81) 90-day outlook: 📈 Bullish Trend (+39.1%) Confidence: 99.0% | Valuation: UNDERVALUED ------------------------------------------------------------
======================================================================================================================== 🔴 TOP 13 CRYPTO INSTRUMENTS - OVERVALUED WARNINGS ======================================================================================================================== Rank Symbol Over% R² Growth% Price Risk% Window ------------------------------------------------------------------------------------------------------------------------ 1 WAL-USD 223.3% 0.927294 -95.6% $0.000088 69.1% 1000d 2 TRUMP-USD 79.0% 0.818734 -94.9% $0.000587 44.1% 365 d 3 WBT-USD 43.9% 0.930791 196.1% $48.73 30.5% 750 d 4 APT-USD 39.5% 0.944235 -84.3% $0.000131 28.3% 500 d 5 GRT-USD 32.4% 0.767153 -89.7% $0.454301 24.5% 180 d 6 PEPE-USD 25.7% 0.778587 -98.3% $0.000006 20.4% 90 d 7 STX-USD 21.9% 0.842781 -76.8% $0.002834 17.9% 365 d 8 ICP-USD 18.7% 0.740342 -81.9% $5.06 15.8% 180 d 9 THETA-USD 17.5% 0.785463 -93.1% $0.676605 14.9% 180 d 10 XMR-USD 16.5% 0.799709 87.6% $320.66 14.2% 500 d 11 XTZ-USD 14.7% 0.809805 -87.1% $0.533964 12.8% 180 d 12 ENA-USD 13.7% 0.715506 -92.2% $0.275694 12.0% 180 d 13 WLD-USD 11.7% 0.714553 -77.0% $0.909377 10.5% 500 d 📊 DISPLAYING ALL 13 OVERVALUED CRYPTO WARNING CHARTS: -------------------------------------------------------------------------------- Chart 1: WAL-USD (Overvalued by 223.3%) 📊 PRICE PROJECTIONS (Linear Regression - 1000 days): Current: $0.000088 +30d (1m): $0.000021 ($0.000005 - $0.000082) +60d (2m): $0.000016 ($0.000004 - $0.000063) +90d (3m): $0.000013 ($0.000003 - $0.000049) 90-day outlook: 📉 Bearish Trend (-85.7%) Confidence: 92.7% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 2: TRUMP-USD (Overvalued by 79.0%) 📊 PRICE PROJECTIONS (Linear Regression - 365 days): Current: $0.000587 +30d (1m): $0.000256 ($0.000115 - $0.000572) +60d (2m): $0.000201 ($0.000090 - $0.000448) +90d (3m): $0.000157 ($0.000070 - $0.000351) 90-day outlook: 📉 Bearish Trend (-73.2%) Confidence: 81.9% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 3: WBT-USD (Overvalued by 43.9%) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $48.73 +30d (1m): $37.02 ($26.20 - $52.31) +60d (2m): $40.48 ($28.64 - $57.20) +90d (3m): $44.25 ($31.31 - $62.54) 90-day outlook: 📉 Bearish Trend (-9.2%) Confidence: 93.1% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 4: APT-USD (Overvalued by 39.5%) 📊 PRICE PROJECTIONS (Linear Regression - 500 days): Current: $0.000131 +30d (1m): $0.000081 ($0.000057 - $0.000115) +60d (2m): $0.000069 ($0.000049 - $0.000099) +90d (3m): $0.000060 ($0.000042 - $0.000085) 90-day outlook: 📉 Bearish Trend (-54.6%) Confidence: 94.4% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 5: GRT-USD (Overvalued by 32.4%) 📊 PRICE PROJECTIONS (Linear Regression - 180 days): Current: $0.454301 +30d (1m): $0.284660 ($0.199057 - $0.407076) +60d (2m): $0.236174 ($0.164680 - $0.338706) +90d (3m): $0.195947 ($0.136158 - $0.281989) 90-day outlook: 📉 Bearish Trend (-56.9%) Confidence: 76.7% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 6: PEPE-USD (Overvalued by 25.7%) Error plotting PEPE-USD: index 179 is out of bounds for axis 0 with size 150 Chart 7: STX-USD (Overvalued by 21.9%) 📊 PRICE PROJECTIONS (Linear Regression - 365 days): Current: $0.002834 +30d (1m): $0.002063 ($0.001439 - $0.002958) +60d (2m): $0.001830 ($0.001276 - $0.002625) +90d (3m): $0.001623 ($0.001131 - $0.002330) 90-day outlook: 📉 Bearish Trend (-42.7%) Confidence: 84.3% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 8: ICP-USD (Overvalued by 18.7%) 📊 PRICE PROJECTIONS (Linear Regression - 180 days): Current: $5.06 +30d (1m): $3.70 ($2.78 - $4.94) +60d (2m): $3.22 ($2.41 - $4.31) +90d (3m): $2.80 ($2.09 - $3.75) 90-day outlook: 📉 Bearish Trend (-44.7%) Confidence: 74.0% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 9: THETA-USD (Overvalued by 17.5%) 📊 PRICE PROJECTIONS (Linear Regression - 180 days): Current: $0.676605 +30d (1m): $0.461974 ($0.309554 - $0.689444) +60d (2m): $0.370623 ($0.247549 - $0.554886) +90d (3m): $0.297336 ($0.197830 - $0.446893) 90-day outlook: 📉 Bearish Trend (-56.1%) Confidence: 78.5% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 10: XMR-USD (Overvalued by 16.5%) 📊 PRICE PROJECTIONS (Linear Regression - 500 days): Current: $320.66 +30d (1m): $289.78 ($226.64 - $370.51) +60d (2m): $305.15 ($238.61 - $390.25) +90d (3m): $321.35 ($251.22 - $411.05) 90-day outlook: ➡️ Sideways Trend (+0.2%) Confidence: 80.0% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 11: XTZ-USD (Overvalued by 14.7%) 📊 PRICE PROJECTIONS (Linear Regression - 180 days): Current: $0.533964 +30d (1m): $0.393547 ($0.296461 - $0.522425) +60d (2m): $0.332650 ($0.250021 - $0.442587) +90d (3m): $0.281177 ($0.210754 - $0.375131) 90-day outlook: 📉 Bearish Trend (-47.3%) Confidence: 81.0% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 12: ENA-USD (Overvalued by 13.7%) 📊 PRICE PROJECTIONS (Linear Regression - 180 days): Current: $0.275694 +30d (1m): $0.196660 ($0.124136 - $0.311556) +60d (2m): $0.159434 ($0.100269 - $0.253511) +90d (3m): $0.129255 ($0.080927 - $0.206442) 90-day outlook: 📉 Bearish Trend (-53.1%) Confidence: 71.6% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 13: WLD-USD (Overvalued by 11.7%) 📊 PRICE PROJECTIONS (Linear Regression - 500 days): Current: $0.909377 +30d (1m): $0.721371 ($0.349640 - $1.49) +60d (2m): $0.639383 ($0.309713 - $1.32) +90d (3m): $0.566713 ($0.274328 - $1.17) 90-day outlook: 📉 Bearish Trend (-37.7%) Confidence: 71.5% | Valuation: OVERVALUED ------------------------------------------------------------
CRYPTO STATISTICS: ------------------------------------------------------------ Total crypto instruments analyzed: 92 Average R-squared: 0.7406 Best R-squared: 0.989828 Average annual growth: 829740.1% Valuation breakdown: 🟡 FAIR_VALUE: 35 (38.0%) - Hold/Monitor 🔴 OVERVALUED: 13 (14.1%) - Sell Warnings 🟢 UNDERVALUED: 13 (14.1%) - Buy Opportunities Optimal window distribution: 30 days: 29 instruments (31.5%) 60 days: 5 instruments (5.4%) 90 days: 8 instruments (8.7%) 120 days: 4 instruments (4.3%) 180 days: 16 instruments (17.4%) 📊 CRYPTO TRADING SUMMARY: 🟢 High-quality undervalued opportunities: 13 🔴 High-quality overvalued warnings: 13 📈 Top trend performers displayed: 15 💡 Consider buying undervalued cryptos with strong trends ⚠️ Consider reducing overvalued crypto positions ======================================================================================================================== 🔥 TOP 15 FUTURES INSTRUMENTS - BEST TREND ANALYSIS ======================================================================================================================== Rank Symbol R² Window Growth% Price Valuation Deviation% ------------------------------------------------------------------------------------------------------------------------ 1 GC=F 0.954094 500 d 35.0% $3.4K 🟡 FAIR 5.8% 2 KC=F 0.931892 500 d 70.1% $319.45 🟢 UNDER -20.2% 3 ES=F 0.910674 750 d 19.4% $6.0K 🟡 FAIR -3.9% 4 DX=F 0.910604 120 d -22.6% $98.25 🟡 FAIR 1.0% 5 NQ=F 0.902354 750 d 27.4% $21.7K 🟡 FAIR -5.9% 6 PL=F 0.894489 30 d 1151.2% $1.3K 🟡 FAIR 4.2% 7 CC=F 0.884219 750 d 86.5% $8.8K 🟢 UNDER -29.6% 8 LE=F 0.881071 180 d 29.7% $211.07 🟡 FAIR -3.7% 9 YM=F 0.879819 750 d 13.2% $42.3K 🟡 FAIR -4.9% 10 HE=F 0.869879 60 d 165.3% $111.82 🟡 FAIR 5.7% 11 ZS=F 0.869029 750 d -16.1% $1.1K 🔴 OVER 11.2% 12 SI=F 0.862169 30 d 280.5% $36.90 🟡 FAIR 0.1% 13 SB=F 0.846934 60 d -48.2% $16.35 🟡 FAIR 0.2% 14 PA=F 0.790151 750 d -25.2% $1.1K 🔴 OVER 33.9% 15 OJ=F 0.776167 180 d -72.4% $237.60 🟡 FAIR 1.3% 📊 DISPLAYING ALL 15 FUTURES TREND LEADER CHARTS: -------------------------------------------------------------------------------- Chart 1: GC=F (R² = 0.9541) 📊 PRICE PROJECTIONS (Linear Regression - 500 days): Current: $3.4K +30d (1m): $3.3K ($3.1K - $3.6K) +60d (2m): $3.5K ($3.2K - $3.7K) +90d (3m): $3.6K ($3.3K - $3.9K) 90-day outlook: 📈 Bullish Trend (+5.2%) Confidence: 95.4% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 2: KC=F (R² = 0.9319) 📊 PRICE PROJECTIONS (Linear Regression - 500 days): Current: $319.45 +30d (1m): $426.63 ($362.68 - $501.85) +60d (2m): $454.48 ($386.31 - $534.69) +90d (3m): $484.15 ($411.47 - $569.68) 90-day outlook: 📈 Bullish Trend (+51.6%) Confidence: 93.2% | Valuation: UNDERVALUED ------------------------------------------------------------
Chart 3: ES=F (R² = 0.9107) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $6.0K +30d (1m): $6.4K ($5.8K - $7.0K) +60d (2m): $6.5K ($5.9K - $7.2K) +90d (3m): $6.6K ($6.1K - $7.3K) 90-day outlook: 📈 Bullish Trend (+10.9%) Confidence: 91.1% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 4: DX=F (R² = 0.9106) Error plotting DX=F: index 209 is out of bounds for axis 0 with size 180 Chart 5: NQ=F (R² = 0.9024) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $21.7K +30d (1m): $23.8K ($20.8K - $27.2K) +60d (2m): $24.5K ($21.4K - $28.0K) +90d (3m): $25.2K ($22.0K - $28.8K) 90-day outlook: 📈 Bullish Trend (+15.9%) Confidence: 90.2% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 6: PL=F (R² = 0.8945) 📊 PRICE PROJECTIONS (Linear Regression - 30 days): Current: $1.3K +30d (1m): $1.7K ($1.6K - $1.9K) +60d (2m): $2.3K ($2.1K - $2.6K) Confidence: 89.4% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 7: CC=F (R² = 0.8842) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $8.8K +30d (1m): $13.4K ($9.1K - $19.6K) +60d (2m): $14.4K ($9.8K - $21.1K) +90d (3m): $15.5K ($10.6K - $22.8K) 90-day outlook: 📈 Bullish Trend (+77.5%) Confidence: 88.4% | Valuation: UNDERVALUED ------------------------------------------------------------
Chart 8: LE=F (R² = 0.8811) 📊 PRICE PROJECTIONS (Linear Regression - 180 days): Current: $211.07 +30d (1m): $226.13 ($217.37 - $235.24) +60d (2m): $233.23 ($224.12 - $242.70) +90d (3m): $240.55 ($231.07 - $250.42) 90-day outlook: 📈 Bullish Trend (+14.0%) Confidence: 88.1% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 9: YM=F (R² = 0.8798) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $42.3K +30d (1m): $45.2K ($41.8K - $48.8K) +60d (2m): $45.8K ($42.4K - $49.5K) +90d (3m): $46.5K ($43.0K - $50.3K) 90-day outlook: 📈 Bullish Trend (+9.9%) Confidence: 88.0% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 10: HE=F (R² = 0.8699) Error plotting HE=F: index 149 is out of bounds for axis 0 with size 120 Chart 11: ZS=F (R² = 0.8690) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $1.1K +30d (1m): $940.97 ($838.60 - $1.1K) +60d (2m): $921.53 ($821.24 - $1.0K) +90d (3m): $902.49 ($804.24 - $1.0K) 90-day outlook: 📉 Bearish Trend (-15.5%) Confidence: 86.9% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 12: SI=F (R² = 0.8622) 📊 PRICE PROJECTIONS (Linear Regression - 30 days): Current: $36.90 +30d (1m): $43.20 ($41.01 - $45.51) +60d (2m): $50.65 ($47.21 - $54.34) Confidence: 86.2% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 13: SB=F (R² = 0.8469) Error plotting SB=F: index 149 is out of bounds for axis 0 with size 120 Chart 14: PA=F (R² = 0.7902) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $1.1K +30d (1m): $764.62 ($593.38 - $985.28) +60d (2m): $738.60 ($573.13 - $951.84) +90d (3m): $713.46 ($553.57 - $919.54) 90-day outlook: 📉 Bearish Trend (-32.7%) Confidence: 79.0% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 15: OJ=F (R² = 0.7762) 📊 PRICE PROJECTIONS (Linear Regression - 180 days): Current: $237.60 +30d (1m): $201.31 ($151.25 - $267.93) +60d (2m): $172.73 ($129.49 - $230.42) +90d (3m): $148.21 ($110.80 - $198.26) 90-day outlook: 📉 Bearish Trend (-37.6%) Confidence: 77.6% | Valuation: FAIR VALUE ------------------------------------------------------------
======================================================================================================================== 🟢 TOP 2 FUTURES INSTRUMENTS - UNDERVALUED OPPORTUNITIES ======================================================================================================================== Rank Symbol Under% R² Growth% Price Upside% Window ------------------------------------------------------------------------------------------------------------------------ 1 CC=F 29.6% 0.884219 86.5% $8.8K 42.1% 750 d 2 KC=F 20.2% 0.931892 70.1% $319.45 25.4% 500 d 📊 DISPLAYING ALL 2 UNDERVALUED FUTURES OPPORTUNITY CHARTS: -------------------------------------------------------------------------------- Chart 1: CC=F (Undervalued by 29.6%) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $8.8K +30d (1m): $13.4K ($9.1K - $19.6K) +60d (2m): $14.4K ($9.8K - $21.1K) +90d (3m): $15.5K ($10.6K - $22.8K) 90-day outlook: 📈 Bullish Trend (+77.5%) Confidence: 88.4% | Valuation: UNDERVALUED ------------------------------------------------------------
Chart 2: KC=F (Undervalued by 20.2%) 📊 PRICE PROJECTIONS (Linear Regression - 500 days): Current: $319.45 +30d (1m): $426.63 ($362.68 - $501.85) +60d (2m): $454.48 ($386.31 - $534.69) +90d (3m): $484.15 ($411.47 - $569.68) 90-day outlook: 📈 Bullish Trend (+51.6%) Confidence: 93.2% | Valuation: UNDERVALUED ------------------------------------------------------------
======================================================================================================================== 🔴 TOP 3 FUTURES INSTRUMENTS - OVERVALUED WARNINGS ======================================================================================================================== Rank Symbol Over% R² Growth% Price Risk% Window ------------------------------------------------------------------------------------------------------------------------ 1 PA=F 33.9% 0.790151 -25.2% $1.1K 25.3% 750 d 2 ZW=F 18.5% 0.742001 -14.4% $590.00 15.6% 750 d 3 ZS=F 11.2% 0.869029 -16.1% $1.1K 10.1% 750 d 📊 DISPLAYING ALL 3 OVERVALUED FUTURES WARNING CHARTS: -------------------------------------------------------------------------------- Chart 1: PA=F (Overvalued by 33.9%) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $1.1K +30d (1m): $764.62 ($593.38 - $985.28) +60d (2m): $738.60 ($573.13 - $951.84) +90d (3m): $713.46 ($553.57 - $919.54) 90-day outlook: 📉 Bearish Trend (-32.7%) Confidence: 79.0% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 2: ZW=F (Overvalued by 18.5%) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $590.00 +30d (1m): $488.62 ($418.49 - $570.49) +60d (2m): $479.67 ($410.81 - $560.07) +90d (3m): $470.88 ($403.26 - $549.85) 90-day outlook: 📉 Bearish Trend (-20.2%) Confidence: 74.2% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 3: ZS=F (Overvalued by 11.2%) 📊 PRICE PROJECTIONS (Linear Regression - 750 days): Current: $1.1K +30d (1m): $940.97 ($838.60 - $1.1K) +60d (2m): $921.53 ($821.24 - $1.0K) +90d (3m): $902.49 ($804.24 - $1.0K) 90-day outlook: 📉 Bearish Trend (-15.5%) Confidence: 86.9% | Valuation: OVERVALUED ------------------------------------------------------------
FUTURES STATISTICS: ------------------------------------------------------------ Total futures instruments analyzed: 29 Average R-squared: 0.7553 Best R-squared: 0.954094 Average annual growth: 73.6% Valuation breakdown: 🟡 FAIR_VALUE: 11 (37.9%) - Hold/Monitor 🔴 OVERVALUED: 3 (10.3%) - Sell Warnings 🟢 UNDERVALUED: 2 (6.9%) - Buy Opportunities Optimal window distribution: 30 days: 4 instruments (13.8%) 60 days: 2 instruments (6.9%) 120 days: 3 instruments (10.3%) 180 days: 2 instruments (6.9%) 250 days: 1 instruments (3.4%) 📊 FUTURES TRADING SUMMARY: 🟢 High-quality undervalued opportunities: 2 🔴 High-quality overvalued warnings: 3 📈 Top trend performers displayed: 15 💡 Consider buying undervalued futuress with strong trends ⚠️ Consider reducing overvalued futures positions ======================================================================================================================== 🔥 TOP 15 STOCK INSTRUMENTS - BEST TREND ANALYSIS ======================================================================================================================== Rank Symbol R² Window Growth% Price Valuation Deviation% ------------------------------------------------------------------------------------------------------------------------ 1 T 0.959297 504 d 51.9% $27.72 🟡 FAIR -0.6% 2 NFLX 0.943453 504 d 75.2% $1.2K 🟡 FAIR 8.0% 3 PM 0.941019 378 d 68.8% $184.10 🟡 FAIR 7.2% 4 BRK-B 0.936771 504 d 25.6% $485.33 🟡 FAIR -7.7% 5 JPM 0.934402 504 d 44.2% $274.74 🟡 FAIR -1.1% 6 IBM 0.932691 504 d 46.9% $285.49 🟡 FAIR 6.2% 7 MRK 0.928757 252 d -39.2% $79.43 🟡 FAIR 4.7% 8 WMT 0.926611 504 d 50.2% $95.12 🟡 FAIR -7.1% 9 COST 0.925064 504 d 47.3% $981.34 🟢 UNDER -12.7% 10 MSFT 0.920594 21 d 117.0% $479.53 🟡 FAIR -0.2% 11 AVGO 0.905013 504 d 76.9% $251.07 🟡 FAIR 2.0% 12 RTX 0.898007 42 d 213.6% $147.32 🟡 FAIR 1.1% 13 MA 0.897852 504 d 23.2% $550.02 🟡 FAIR -3.9% 14 V 0.893968 252 d 45.0% $347.31 🟡 FAIR -6.4% 15 NVDA 0.889084 42 d 927.5% $144.91 🟡 FAIR -5.6% 📊 DISPLAYING ALL 15 STOCK TREND LEADER CHARTS: -------------------------------------------------------------------------------- Chart 1: T (R² = 0.9593) 📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $27.72 +30d (1m): $29.30 ($26.56 - $32.32) +60d (2m): $30.79 ($27.91 - $33.97) +90d (3m): $32.36 ($29.33 - $35.71) 90-day outlook: 📈 Bullish Trend (+16.8%) Confidence: 95.9% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 2: NFLX (R² = 0.9435) 📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $1.2K +30d (1m): $1.2K ($1.0K - $1.4K) +60d (2m): $1.3K ($1.1K - $1.5K) +90d (3m): $1.4K ($1.2K - $1.6K) 90-day outlook: 📈 Bullish Trend (+13.2%) Confidence: 94.3% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 3: PM (R² = 0.9410) 📊 PRICE PROJECTIONS (Linear Regression - 378 days): Current: $184.10 +30d (1m): $182.80 ($163.38 - $204.52) +60d (2m): $194.55 ($173.85 - $217.70) +90d (3m): $207.05 ($184.99 - $231.74) 90-day outlook: 📈 Bullish Trend (+12.5%) Confidence: 94.1% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 4: BRK-B (R² = 0.9368) 📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $485.33 +30d (1m): $540.31 ($505.01 - $578.07) +60d (2m): $555.18 ($518.89 - $594.02) +90d (3m): $570.47 ($533.14 - $610.41) 90-day outlook: 📈 Bullish Trend (+17.5%) Confidence: 93.7% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 5: JPM (R² = 0.9344) 📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $274.74 +30d (1m): $290.18 ($259.83 - $324.09) +60d (2m): $303.11 ($271.37 - $338.55) +90d (3m): $316.60 ($283.43 - $353.66) 90-day outlook: 📈 Bullish Trend (+15.2%) Confidence: 93.4% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 6: IBM (R² = 0.9327) 📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $285.49 +30d (1m): $281.29 ($250.06 - $316.43) +60d (2m): $294.47 ($261.74 - $331.28) +90d (3m): $308.26 ($273.97 - $346.84) 90-day outlook: 📈 Bullish Trend (+8.0%) Confidence: 93.3% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 7: MRK (R² = 0.9288) 📊 PRICE PROJECTIONS (Linear Regression - 252 days): Current: $79.43 +30d (1m): $71.50 ($66.06 - $77.39) +60d (2m): $67.39 ($62.24 - $72.96) +90d (3m): $63.51 ($58.64 - $68.79) 90-day outlook: 📉 Bearish Trend (-20.0%) Confidence: 92.9% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 8: WMT (R² = 0.9266) 📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $95.12 +30d (1m): $107.50 ($94.36 - $122.48) +60d (2m): $112.84 ($99.03 - $128.56) +90d (3m): $118.43 ($103.93 - $134.96) 90-day outlook: 📈 Bullish Trend (+24.5%) Confidence: 92.7% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 9: COST (R² = 0.9251) 📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $981.34 +30d (1m): $1.2K ($1.0K - $1.3K) +60d (2m): $1.2K ($1.1K - $1.4K) +90d (3m): $1.3K ($1.1K - $1.5K) 90-day outlook: 📈 Bullish Trend (+31.6%) Confidence: 92.5% | Valuation: UNDERVALUED ------------------------------------------------------------
Chart 10: MSFT (R² = 0.9206) 📊 PRICE PROJECTIONS (Linear Regression - 21 days): Current: $479.53 +30d (1m): $526.91 ($516.35 - $537.67) +60d (2m): $577.81 ($560.09 - $596.09) Confidence: 92.1% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 11: AVGO (R² = 0.9050) 📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $251.07 +30d (1m): $263.53 ($213.49 - $325.29) +60d (2m): $282.04 ($228.45 - $348.20) +90d (3m): $301.85 ($244.45 - $372.73) 90-day outlook: 📈 Bullish Trend (+20.2%) Confidence: 90.5% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 12: RTX (R² = 0.8980) Error plotting RTX: index 131 is out of bounds for axis 0 with size 102 Chart 13: MA (R² = 0.8979) 📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $550.02 +30d (1m): $586.97 ($541.69 - $636.04) +60d (2m): $601.75 ($555.29 - $652.09) +90d (3m): $616.90 ($569.22 - $668.56) 90-day outlook: 📈 Bullish Trend (+12.2%) Confidence: 89.8% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 14: V (R² = 0.8940) 📊 PRICE PROJECTIONS (Linear Regression - 252 days): Current: $347.31 +30d (1m): $387.85 ($360.36 - $417.43) +60d (2m): $405.38 ($376.54 - $436.42) +90d (3m): $423.70 ($393.44 - $456.30) 90-day outlook: 📈 Bullish Trend (+22.0%) Confidence: 89.4% | Valuation: FAIR VALUE ------------------------------------------------------------
Chart 15: NVDA (R² = 0.8891) Error plotting NVDA: index 131 is out of bounds for axis 0 with size 102 ======================================================================================================================== 🟢 TOP 1 STOCK INSTRUMENTS - UNDERVALUED OPPORTUNITIES ======================================================================================================================== Rank Symbol Under% R² Growth% Price Upside% Window ------------------------------------------------------------------------------------------------------------------------ 1 COST 12.7% 0.925064 47.3% $981.34 14.6% 504 d 📊 DISPLAYING ALL 1 UNDERVALUED STOCK OPPORTUNITY CHARTS: -------------------------------------------------------------------------------- Chart 1: COST (Undervalued by 12.7%) 📊 PRICE PROJECTIONS (Linear Regression - 504 days): Current: $981.34 +30d (1m): $1.2K ($1.0K - $1.3K) +60d (2m): $1.2K ($1.1K - $1.4K) +90d (3m): $1.3K ($1.1K - $1.5K) 90-day outlook: 📈 Bullish Trend (+31.6%) Confidence: 92.5% | Valuation: UNDERVALUED ------------------------------------------------------------
======================================================================================================================== 🔴 TOP 2 STOCK INSTRUMENTS - OVERVALUED WARNINGS ======================================================================================================================== Rank Symbol Over% R² Growth% Price Risk% Window ------------------------------------------------------------------------------------------------------------------------ 1 INTC 24.4% 0.759318 -45.7% $21.30 19.6% 378 d 2 UNH 15.9% 0.822203 -95.7% $309.15 13.7% 63 d 📊 DISPLAYING ALL 2 OVERVALUED STOCK WARNING CHARTS: -------------------------------------------------------------------------------- Chart 1: INTC (Overvalued by 24.4%) 📊 PRICE PROJECTIONS (Linear Regression - 378 days): Current: $21.30 +30d (1m): $15.93 ($11.86 - $21.39) +60d (2m): $14.81 ($11.03 - $19.90) +90d (3m): $13.77 ($10.25 - $18.51) 90-day outlook: 📉 Bearish Trend (-35.3%) Confidence: 75.9% | Valuation: OVERVALUED ------------------------------------------------------------
Chart 2: UNH (Overvalued by 15.9%) Error plotting UNH: index 152 is out of bounds for axis 0 with size 123 STOCK STATISTICS: ------------------------------------------------------------ Total stock instruments analyzed: 50 Average R-squared: 0.8045 Best R-squared: 0.959297 Average annual growth: 132.1% Valuation breakdown: 🟡 FAIR_VALUE: 38 (76.0%) - Hold/Monitor 🔴 OVERVALUED: 2 (4.0%) - Sell Warnings 🟢 UNDERVALUED: 1 (2.0%) - Buy Opportunities Optimal window distribution: 21 days (~1m): 4 instruments (8.0%) 42 days (~2m): 13 instruments (26.0%) 63 days (~3m): 2 instruments (4.0%) 84 days (~4m): 2 instruments (4.0%) 126 days (~6m): 2 instruments (4.0%) 📊 STOCK TRADING SUMMARY: 🟢 High-quality undervalued opportunities: 1 🔴 High-quality overvalued warnings: 2 📈 Top trend performers displayed: 15 💡 Consider buying undervalued stocks with strong trends ⚠️ Consider reducing overvalued stock positions ======================================================================================================================== 🎯 BEST INVESTMENT OPPORTUNITIES BY ASSET CLASS ======================================================================================================================== 🟢 TOP 6 CRYPTO OPPORTUNITIES ---------------------------------------------------------------------------------------------------- Rank Symbol Under% R² Growth% Score Price ---------------------------------------------------------------------------------------------------- 1 IMX-USD 63.8% 0.801302 -100.0% 70.3 $0.004143 2 HYPE-USD 41.2% 0.831823 -97.1% 58.0 $0.000005 3 FARTCOIN-USD 37.0% 0.815053 31836.5% 54.8 $1.13 4 FTN-USD 11.2% 0.989828 136.3% 46.3 $4.42 5 BTC-USD 12.1% 0.936011 103.3% 44.7 $104.2K 6 TBTC-USD 11.2% 0.932093 103.4% 44.0 $104.2K 🟢 TOP 2 FUTURES OPPORTUNITIES ---------------------------------------------------------------------------------------------------- Rank Symbol Under% R² Growth% Score Price ---------------------------------------------------------------------------------------------------- 1 CC=F 29.6% 0.884219 86.5% 53.1 $8.8K 2 KC=F 20.2% 0.931892 70.1% 49.4 $319.45 🟢 TOP 1 STOCK OPPORTUNITIES ---------------------------------------------------------------------------------------------------- Rank Symbol Under% R² Growth% Score Price ---------------------------------------------------------------------------------------------------- 1 COST 12.7% 0.925064 47.3% 44.6 $981.34 ======================================================================================================================== 📊 OVERALL PORTFOLIO SUMMARY ======================================================================================================================== Total instruments analyzed: 171 Average trend reliability (R²): 0.7618 Best trend reliability: 0.989828 Asset distribution: Crypto: 92 instruments (53.8%) - Avg Growth: 829740.1% Stock: 50 instruments (29.2%) - Avg Growth: 132.1% Futures: 29 instruments (17.0%) - Avg Growth: 73.6% Overall valuation summary: 🟡 Fair Value: 84 (49.1%) - Hold/Monitor 🔴 Overvalued: 18 (10.5%) - Sell Warnings 🟢 Undervalued: 16 (9.4%) - Buy Opportunities 📊 Total charts displayed: UP TO 135 (ALL available per section per asset class) 💡 Sections: Best Trends | Undervalued Opportunities | Overvalued Warnings 📈 Chart type: Linear Regression on Log Scale (straight trend lines) ======================================================================================================================== ✅ COMPREHENSIVE ANALYSIS COMPLETE ======================================================================================================================== 🎉 Analysis completed successfully! Results stored in 'results' variable with 171 instrument analyses 📊 Charts displayed for ALL available instruments per section per asset class 💡 Total sections analyzed: Best Trends + Undervalued + Overvalued 📈 Chart type: Linear Regression on Log Scale with straight trend lines ============================================================